{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"Mrk335_18_rate_03_10_tb50.csv\")  \n",
    "\n",
    "dt=50\n",
    "counts = data['RATE']\n",
    "N=len(counts)\n",
    "pnum = np.arange(len(counts))\n",
    "t = [i*dt for i in pnum]\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(t,counts,'b')\n",
    "plt.xlabel(\"TIME(s)\",fontsize=15)\n",
    "plt.ylabel(\"RATE(coount/s)\",fontsize=15)\n",
    "plt.title(\"lightcurve-2018-1(initial)\",fontsize=20)\n",
    "plt.show()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"Mrk335_18_rate_03_10_tb50_sel.csv\")  \n",
    "\n",
    "dt=50\n",
    "counts = data['RATE']\n",
    "N=len(counts)\n",
    "pnum = np.arange(len(counts))\n",
    "t = [i*dt for i in pnum]\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(t,counts,'b')\n",
    "plt.xlabel(\"TIME(s)\",fontsize=15)\n",
    "plt.ylabel(\"RATE(coount/s)\",fontsize=15)\n",
    "plt.title(\"lightcurve-2018-1(selected)\",fontsize=20)\n",
    "plt.show()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
